Sad Tux - Windows bias detected
This page contains Windows bias

About This Page

This page is part of the Azure documentation. It contains code examples and configuration instructions for working with Azure services.

Bias Analysis

Detected Bias Types
powershell_heavy
windows_tools
windows_first
Summary
The documentation page demonstrates a Windows bias by listing only Azure PowerShell cmdlets for managing IP Groups, referencing PowerShell in the metadata, and omitting equivalent Azure CLI or REST API commands. The 'Related Azure PowerShell cmdlets' section is prominent, while Linux-friendly tools and examples (such as Azure CLI) are not provided or mentioned in detail. The ordering and emphasis suggest a preference for Windows/PowerShell tooling.
Recommendations
  • Add a 'Related Azure CLI commands' section with equivalent az network ip-group commands for Linux/macOS users.
  • Provide example workflows using Azure CLI and REST API, not just PowerShell.
  • Ensure that references to PowerShell are balanced with CLI and REST API throughout the documentation.
  • Review metadata and custom tags to avoid exclusive tracking of PowerShell (e.g., devx-track-azurepowershell) unless CLI is also tracked.
  • When listing tools or commands, present Azure CLI and REST API before or alongside PowerShell to avoid 'windows_first' ordering.
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Scan History

Date Scan Status Result
2026-01-14 00:00 #250 in_progress Biased Biased
2026-01-13 00:00 #246 completed Biased Biased
2026-01-11 00:00 #240 completed Biased Biased
2026-01-10 00:00 #237 completed Biased Biased
2026-01-09 00:34 #234 completed Biased Biased
2026-01-08 00:53 #231 completed Biased Biased
2026-01-06 18:15 #225 cancelled Clean Clean
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased